Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 103904 |
| Missing cells | 310 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 19.8 MiB |
| Average record size in memory | 200.0 B |
Variable types
| Numeric | 19 |
|---|---|
| Categorical | 6 |
Arrival Delay in Minutes is highly overall correlated with Departure Delay in Minutes | High correlation |
Class is highly overall correlated with Type of Travel and 1 other fields | High correlation |
Cleanliness is highly overall correlated with Food and drink and 2 other fields | High correlation |
Departure Delay in Minutes is highly overall correlated with Arrival Delay in Minutes | High correlation |
Ease of Online booking is highly overall correlated with Inflight wifi service | High correlation |
Food and drink is highly overall correlated with Cleanliness and 2 other fields | High correlation |
Inflight entertainment is highly overall correlated with Cleanliness and 2 other fields | High correlation |
Inflight service is highly overall correlated with On-board service | High correlation |
Inflight wifi service is highly overall correlated with Ease of Online booking and 1 other fields | High correlation |
On-board service is highly overall correlated with Inflight service | High correlation |
Online boarding is highly overall correlated with satisfaction | High correlation |
Seat comfort is highly overall correlated with Cleanliness and 2 other fields | High correlation |
Type of Travel is highly overall correlated with Class | High correlation |
satisfaction is highly overall correlated with Class and 2 other fields | High correlation |
Unnamed: 0 is uniformly distributed | Uniform |
id is uniformly distributed | Uniform |
Unnamed: 0 has unique values | Unique |
id has unique values | Unique |
Inflight wifi service has 3103 (3.0%) zeros | Zeros |
Departure/Arrival time convenient has 5300 (5.1%) zeros | Zeros |
Ease of Online booking has 4487 (4.3%) zeros | Zeros |
Online boarding has 2428 (2.3%) zeros | Zeros |
Departure Delay in Minutes has 58668 (56.5%) zeros | Zeros |
Arrival Delay in Minutes has 58159 (56.0%) zeros | Zeros |
Reproduction
| Analysis started | 2024-10-17 06:41:29.642207 |
|---|---|
| Analysis finished | 2024-10-17 06:42:11.225112 |
| Duration | 41.58 seconds |
| Software version | ydata-profiling vv4.10.0 |
| Download configuration | config.json |
Unnamed: 0
Real number (ℝ)
UNIFORM UNIQUE
| Distinct | 103904 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51951.5 |
| Minimum | 0 |
|---|---|
| Maximum | 103903 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5195.15 |
| Q1 | 25975.75 |
| median | 51951.5 |
| Q3 | 77927.25 |
| 95-th percentile | 98707.85 |
| Maximum | 103903 |
| Range | 103903 |
| Interquartile range (IQR) | 51951.5 |
Descriptive statistics
| Standard deviation | 29994.646 |
|---|---|
| Coefficient of variation (CV) | 0.5773586 |
| Kurtosis | -1.2 |
| Mean | 51951.5 |
| Median Absolute Deviation (MAD) | 25976 |
| Skewness | 0 |
| Sum | 5.3979687 × 109 |
| Variance | 8.9967876 × 108 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 69266 | 1 | < 0.1% |
| 69276 | 1 | < 0.1% |
| 69275 | 1 | < 0.1% |
| 69274 | 1 | < 0.1% |
| 69273 | 1 | < 0.1% |
| 69272 | 1 | < 0.1% |
| 69271 | 1 | < 0.1% |
| 69270 | 1 | < 0.1% |
| 69269 | 1 | < 0.1% |
| Other values (103894) | 103894 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 103903 | 1 | |
| 103902 | 1 | |
| 103901 | 1 | |
| 103900 | 1 | |
| 103899 | 1 | |
| 103898 | 1 | |
| 103897 | 1 | |
| 103896 | 1 | |
| 103895 | 1 | |
| 103894 | 1 |
id
Real number (ℝ)
UNIFORM UNIQUE
| Distinct | 103904 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64924.211 |
| Minimum | 1 |
|---|---|
| Maximum | 129880 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6593.15 |
| Q1 | 32533.75 |
| median | 64856.5 |
| Q3 | 97368.25 |
| 95-th percentile | 123409.7 |
| Maximum | 129880 |
| Range | 129879 |
| Interquartile range (IQR) | 64834.5 |
Descriptive statistics
| Standard deviation | 37463.812 |
|---|---|
| Coefficient of variation (CV) | 0.57703917 |
| Kurtosis | -1.1984401 |
| Mean | 64924.211 |
| Median Absolute Deviation (MAD) | 32410 |
| Skewness | 0.0028642483 |
| Sum | 6.7458852 × 109 |
| Variance | 1.4035372 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 70172 | 1 | < 0.1% |
| 116739 | 1 | < 0.1% |
| 6259 | 1 | < 0.1% |
| 17470 | 1 | < 0.1% |
| 118574 | 1 | < 0.1% |
| 23529 | 1 | < 0.1% |
| 16272 | 1 | < 0.1% |
| 58438 | 1 | < 0.1% |
| 2352 | 1 | < 0.1% |
| 65908 | 1 | < 0.1% |
| Other values (103894) | 103894 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 129880 | 1 | |
| 129879 | 1 | |
| 129878 | 1 | |
| 129875 | 1 | |
| 129874 | 1 | |
| 129873 | 1 | |
| 129871 | 1 | |
| 129870 | 1 | |
| 129869 | 1 | |
| 129867 | 1 |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 811.9 KiB |
| Female | |
|---|---|
| Male |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.0149176 |
| Min length | 4 |
Characters and Unicode
| Total characters | 521070 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Female | 52727 | |
| Male | 51177 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 52727 | |
| male | 51177 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 156631 | |
| a | 103904 | |
| l | 103904 | |
| F | 52727 | 10.1% |
| m | 52727 | 10.1% |
| M | 51177 | 9.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 521070 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 156631 | |
| a | 103904 | |
| l | 103904 | |
| F | 52727 | 10.1% |
| m | 52727 | 10.1% |
| M | 51177 | 9.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 521070 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 156631 | |
| a | 103904 | |
| l | 103904 | |
| F | 52727 | 10.1% |
| m | 52727 | 10.1% |
| M | 51177 | 9.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 521070 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 156631 | |
| a | 103904 | |
| l | 103904 | |
| F | 52727 | 10.1% |
| m | 52727 | 10.1% |
| M | 51177 | 9.8% |
Customer Type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 811.9 KiB |
| Loyal Customer | |
|---|---|
| disloyal Customer |
Length
| Max length | 17 |
|---|---|
| Median length | 14 |
| Mean length | 14.548035 |
| Min length | 14 |
Characters and Unicode
| Total characters | 1511599 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Loyal Customer |
|---|---|
| 2nd row | disloyal Customer |
| 3rd row | Loyal Customer |
| 4th row | Loyal Customer |
| 5th row | Loyal Customer |
Common Values
| Value | Count | Frequency (%) |
| Loyal Customer | 84923 | |
| disloyal Customer | 18981 | 18.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| customer | 103904 | |
| loyal | 84923 | |
| disloyal | 18981 | 9.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 207808 | |
| l | 122885 | 8.1% |
| s | 122885 | 8.1% |
| y | 103904 | 6.9% |
| a | 103904 | 6.9% |
| 103904 | 6.9% | |
| C | 103904 | 6.9% |
| u | 103904 | 6.9% |
| t | 103904 | 6.9% |
| m | 103904 | 6.9% |
| Other values (5) | 330693 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1511599 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 207808 | |
| l | 122885 | 8.1% |
| s | 122885 | 8.1% |
| y | 103904 | 6.9% |
| a | 103904 | 6.9% |
| 103904 | 6.9% | |
| C | 103904 | 6.9% |
| u | 103904 | 6.9% |
| t | 103904 | 6.9% |
| m | 103904 | 6.9% |
| Other values (5) | 330693 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1511599 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 207808 | |
| l | 122885 | 8.1% |
| s | 122885 | 8.1% |
| y | 103904 | 6.9% |
| a | 103904 | 6.9% |
| 103904 | 6.9% | |
| C | 103904 | 6.9% |
| u | 103904 | 6.9% |
| t | 103904 | 6.9% |
| m | 103904 | 6.9% |
| Other values (5) | 330693 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1511599 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 207808 | |
| l | 122885 | 8.1% |
| s | 122885 | 8.1% |
| y | 103904 | 6.9% |
| a | 103904 | 6.9% |
| 103904 | 6.9% | |
| C | 103904 | 6.9% |
| u | 103904 | 6.9% |
| t | 103904 | 6.9% |
| m | 103904 | 6.9% |
| Other values (5) | 330693 |
Age
Real number (ℝ)
| Distinct | 75 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.379706 |
| Minimum | 7 |
|---|---|
| Maximum | 85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 14 |
| Q1 | 27 |
| median | 40 |
| Q3 | 51 |
| 95-th percentile | 64 |
| Maximum | 85 |
| Range | 78 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 15.114964 |
|---|---|
| Coefficient of variation (CV) | 0.38382622 |
| Kurtosis | -0.71956812 |
| Mean | 39.379706 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.0045161271 |
| Sum | 4091709 |
| Variance | 228.46213 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 39 | 2969 | 2.9% |
| 25 | 2798 | 2.7% |
| 40 | 2574 | 2.5% |
| 44 | 2482 | 2.4% |
| 42 | 2457 | 2.4% |
| 41 | 2456 | 2.4% |
| 22 | 2351 | 2.3% |
| 23 | 2346 | 2.3% |
| 45 | 2339 | 2.3% |
| 47 | 2329 | 2.2% |
| Other values (65) | 78803 |
| Value | Count | Frequency (%) |
| 7 | 562 | |
| 8 | 640 | |
| 9 | 692 | |
| 10 | 683 | |
| 11 | 678 | |
| 12 | 635 | |
| 13 | 633 | |
| 14 | 707 | |
| 15 | 818 | |
| 16 | 899 |
| Value | Count | Frequency (%) |
| 85 | 17 | < 0.1% |
| 80 | 78 | 0.1% |
| 79 | 42 | < 0.1% |
| 78 | 33 | < 0.1% |
| 77 | 87 | |
| 76 | 45 | < 0.1% |
| 75 | 61 | 0.1% |
| 74 | 47 | < 0.1% |
| 73 | 51 | < 0.1% |
| 72 | 201 |
Type of Travel
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 811.9 KiB |
| Business travel | |
|---|---|
| Personal Travel |
Length
| Max length | 15 |
|---|---|
| Median length | 15 |
| Mean length | 15 |
| Min length | 15 |
Characters and Unicode
| Total characters | 1558560 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Personal Travel |
|---|---|
| 2nd row | Business travel |
| 3rd row | Business travel |
| 4th row | Business travel |
| 5th row | Business travel |
Common Values
| Value | Count | Frequency (%) |
| Business travel | 71655 | |
| Personal Travel | 32249 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| travel | 103904 | |
| business | 71655 | |
| personal | 32249 | 15.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 247214 | |
| e | 207808 | |
| r | 136153 | |
| a | 136153 | |
| l | 136153 | |
| n | 103904 | |
| 103904 | ||
| v | 103904 | |
| B | 71655 | 4.6% |
| u | 71655 | 4.6% |
| Other values (5) | 240057 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1558560 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| s | 247214 | |
| e | 207808 | |
| r | 136153 | |
| a | 136153 | |
| l | 136153 | |
| n | 103904 | |
| 103904 | ||
| v | 103904 | |
| B | 71655 | 4.6% |
| u | 71655 | 4.6% |
| Other values (5) | 240057 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1558560 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| s | 247214 | |
| e | 207808 | |
| r | 136153 | |
| a | 136153 | |
| l | 136153 | |
| n | 103904 | |
| 103904 | ||
| v | 103904 | |
| B | 71655 | 4.6% |
| u | 71655 | 4.6% |
| Other values (5) | 240057 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1558560 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| s | 247214 | |
| e | 207808 | |
| r | 136153 | |
| a | 136153 | |
| l | 136153 | |
| n | 103904 | |
| 103904 | ||
| v | 103904 | |
| B | 71655 | 4.6% |
| u | 71655 | 4.6% |
| Other values (5) | 240057 |
Class
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 811.9 KiB |
| Business | |
|---|---|
| Eco | |
| Eco Plus |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 5.7505678 |
| Min length | 3 |
Characters and Unicode
| Total characters | 597507 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Eco Plus |
|---|---|
| 2nd row | Business |
| 3rd row | Business |
| 4th row | Business |
| 5th row | Business |
Common Values
| Value | Count | Frequency (%) |
| Business | 49665 | |
| Eco | 46745 | |
| Eco Plus | 7494 | 7.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| eco | 54239 | |
| business | 49665 | |
| plus | 7494 | 6.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 156489 | |
| u | 57159 | 9.6% |
| E | 54239 | 9.1% |
| c | 54239 | 9.1% |
| o | 54239 | 9.1% |
| B | 49665 | 8.3% |
| i | 49665 | 8.3% |
| n | 49665 | 8.3% |
| e | 49665 | 8.3% |
| 7494 | 1.3% | |
| Other values (2) | 14988 | 2.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 597507 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| s | 156489 | |
| u | 57159 | 9.6% |
| E | 54239 | 9.1% |
| c | 54239 | 9.1% |
| o | 54239 | 9.1% |
| B | 49665 | 8.3% |
| i | 49665 | 8.3% |
| n | 49665 | 8.3% |
| e | 49665 | 8.3% |
| 7494 | 1.3% | |
| Other values (2) | 14988 | 2.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 597507 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| s | 156489 | |
| u | 57159 | 9.6% |
| E | 54239 | 9.1% |
| c | 54239 | 9.1% |
| o | 54239 | 9.1% |
| B | 49665 | 8.3% |
| i | 49665 | 8.3% |
| n | 49665 | 8.3% |
| e | 49665 | 8.3% |
| 7494 | 1.3% | |
| Other values (2) | 14988 | 2.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 597507 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| s | 156489 | |
| u | 57159 | 9.6% |
| E | 54239 | 9.1% |
| c | 54239 | 9.1% |
| o | 54239 | 9.1% |
| B | 49665 | 8.3% |
| i | 49665 | 8.3% |
| n | 49665 | 8.3% |
| e | 49665 | 8.3% |
| 7494 | 1.3% | |
| Other values (2) | 14988 | 2.5% |
Flight Distance
Real number (ℝ)
| Distinct | 3802 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1189.4484 |
| Minimum | 31 |
|---|---|
| Maximum | 4983 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 31 |
|---|---|
| 5-th percentile | 175 |
| Q1 | 414 |
| median | 843 |
| Q3 | 1743 |
| 95-th percentile | 3383 |
| Maximum | 4983 |
| Range | 4952 |
| Interquartile range (IQR) | 1329 |
Descriptive statistics
| Standard deviation | 997.14728 |
|---|---|
| Coefficient of variation (CV) | 0.8383275 |
| Kurtosis | 0.26853544 |
| Mean | 1189.4484 |
| Median Absolute Deviation (MAD) | 517 |
| Skewness | 1.1094657 |
| Sum | 1.2358844 × 108 |
| Variance | 994302.7 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 337 | 660 | 0.6% |
| 594 | 395 | 0.4% |
| 404 | 392 | 0.4% |
| 862 | 369 | 0.4% |
| 2475 | 369 | 0.4% |
| 447 | 362 | 0.3% |
| 236 | 351 | 0.3% |
| 192 | 333 | 0.3% |
| 399 | 332 | 0.3% |
| 308 | 329 | 0.3% |
| Other values (3792) | 100012 |
| Value | Count | Frequency (%) |
| 31 | 8 | < 0.1% |
| 56 | 8 | < 0.1% |
| 67 | 128 | |
| 73 | 59 | |
| 74 | 30 | < 0.1% |
| 76 | 1 | < 0.1% |
| 77 | 41 | < 0.1% |
| 78 | 30 | < 0.1% |
| 80 | 2 | < 0.1% |
| 82 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 4983 | 12 | |
| 4963 | 13 | |
| 4817 | 5 | < 0.1% |
| 4502 | 10 | |
| 4243 | 18 | |
| 4000 | 11 | |
| 3999 | 5 | < 0.1% |
| 3998 | 8 | |
| 3997 | 9 | |
| 3996 | 8 |
Inflight wifi service
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7296832 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 3103 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3278295 |
|---|---|
| Coefficient of variation (CV) | 0.48644088 |
| Kurtosis | -0.84616972 |
| Mean | 2.7296832 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.040408022 |
| Sum | 283625 |
| Variance | 1.7631311 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 25868 | |
| 2 | 25830 | |
| 4 | 19794 | |
| 1 | 17840 | |
| 5 | 11469 | |
| 0 | 3103 | 3.0% |
| Value | Count | Frequency (%) |
| 0 | 3103 | 3.0% |
| 1 | 17840 | |
| 2 | 25830 | |
| 3 | 25868 | |
| 4 | 19794 | |
| 5 | 11469 |
| Value | Count | Frequency (%) |
| 5 | 11469 | |
| 4 | 19794 | |
| 3 | 25868 | |
| 2 | 25830 | |
| 1 | 17840 | |
| 0 | 3103 | 3.0% |
Departure/Arrival time convenient
Real number (ℝ)
ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.060296 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 5300 |
| Zeros (%) | 5.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.5250752 |
|---|---|
| Coefficient of variation (CV) | 0.49834237 |
| Kurtosis | -1.0377673 |
| Mean | 3.060296 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.33439863 |
| Sum | 317977 |
| Variance | 2.3258544 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 25546 | |
| 5 | 22403 | |
| 3 | 17966 | |
| 2 | 17191 | |
| 1 | 15498 | |
| 0 | 5300 | 5.1% |
| Value | Count | Frequency (%) |
| 0 | 5300 | 5.1% |
| 1 | 15498 | |
| 2 | 17191 | |
| 3 | 17966 | |
| 4 | 25546 | |
| 5 | 22403 |
| Value | Count | Frequency (%) |
| 5 | 22403 | |
| 4 | 25546 | |
| 3 | 17966 | |
| 2 | 17191 | |
| 1 | 15498 | |
| 0 | 5300 | 5.1% |
Ease of Online booking
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7569006 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 4487 |
| Zeros (%) | 4.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3989295 |
|---|---|
| Coefficient of variation (CV) | 0.50742833 |
| Kurtosis | -0.91034621 |
| Mean | 2.7569006 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.018294273 |
| Sum | 286453 |
| Variance | 1.9570037 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 24449 | |
| 2 | 24021 | |
| 4 | 19571 | |
| 1 | 17525 | |
| 5 | 13851 | |
| 0 | 4487 | 4.3% |
| Value | Count | Frequency (%) |
| 0 | 4487 | 4.3% |
| 1 | 17525 | |
| 2 | 24021 | |
| 3 | 24449 | |
| 4 | 19571 | |
| 5 | 13851 |
| Value | Count | Frequency (%) |
| 5 | 13851 | |
| 4 | 19571 | |
| 3 | 24449 | |
| 2 | 24021 | |
| 1 | 17525 | |
| 0 | 4487 | 4.3% |
Gate location
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.9768825 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.277621 |
|---|---|
| Coefficient of variation (CV) | 0.42918087 |
| Kurtosis | -1.0302833 |
| Mean | 2.9768825 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.058889412 |
| Sum | 309310 |
| Variance | 1.6323154 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 28577 | |
| 4 | 24426 | |
| 2 | 19459 | |
| 1 | 17562 | |
| 5 | 13879 | |
| 0 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 17562 | |
| 2 | 19459 | |
| 3 | 28577 | |
| 4 | 24426 | |
| 5 | 13879 |
| Value | Count | Frequency (%) |
| 5 | 13879 | |
| 4 | 24426 | |
| 3 | 28577 | |
| 2 | 19459 | |
| 1 | 17562 | |
| 0 | 1 | < 0.1% |
Food and drink
Real number (ℝ)
HIGH CORRELATION
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2021289 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 107 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3295327 |
|---|---|
| Coefficient of variation (CV) | 0.41520275 |
| Kurtosis | -1.1454532 |
| Mean | 3.2021289 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.1512795 |
| Sum | 332714 |
| Variance | 1.7676572 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 24359 | |
| 5 | 22313 | |
| 3 | 22300 | |
| 2 | 21988 | |
| 1 | 12837 | |
| 0 | 107 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 107 | 0.1% |
| 1 | 12837 | |
| 2 | 21988 | |
| 3 | 22300 | |
| 4 | 24359 | |
| 5 | 22313 |
| Value | Count | Frequency (%) |
| 5 | 22313 | |
| 4 | 24359 | |
| 3 | 22300 | |
| 2 | 21988 | |
| 1 | 12837 | |
| 0 | 107 | 0.1% |
Online boarding
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2503753 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 2428 |
| Zeros (%) | 2.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.349509 |
|---|---|
| Coefficient of variation (CV) | 0.41518557 |
| Kurtosis | -0.7020058 |
| Mean | 3.2503753 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.4538517 |
| Sum | 337727 |
| Variance | 1.8211744 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 30762 | |
| 3 | 21804 | |
| 5 | 20713 | |
| 2 | 17505 | |
| 1 | 10692 | 10.3% |
| 0 | 2428 | 2.3% |
| Value | Count | Frequency (%) |
| 0 | 2428 | 2.3% |
| 1 | 10692 | 10.3% |
| 2 | 17505 | |
| 3 | 21804 | |
| 4 | 30762 | |
| 5 | 20713 |
| Value | Count | Frequency (%) |
| 5 | 20713 | |
| 4 | 30762 | |
| 3 | 21804 | |
| 2 | 17505 | |
| 1 | 10692 | 10.3% |
| 0 | 2428 | 2.3% |
Seat comfort
Real number (ℝ)
HIGH CORRELATION
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.439396 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.3190875 |
|---|---|
| Coefficient of variation (CV) | 0.38352302 |
| Kurtosis | -0.92570207 |
| Mean | 3.439396 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.48277539 |
| Sum | 357367 |
| Variance | 1.7399919 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 31765 | |
| 5 | 26470 | |
| 3 | 18696 | |
| 2 | 14897 | |
| 1 | 12075 | 11.6% |
| 0 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 12075 | 11.6% |
| 2 | 14897 | |
| 3 | 18696 | |
| 4 | 31765 | |
| 5 | 26470 |
| Value | Count | Frequency (%) |
| 5 | 26470 | |
| 4 | 31765 | |
| 3 | 18696 | |
| 2 | 14897 | |
| 1 | 12075 | 11.6% |
| 0 | 1 | < 0.1% |
Inflight entertainment
Real number (ℝ)
HIGH CORRELATION
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3581575 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 14 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3329907 |
|---|---|
| Coefficient of variation (CV) | 0.39694109 |
| Kurtosis | -1.0606958 |
| Mean | 3.3581575 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.36513059 |
| Sum | 348926 |
| Variance | 1.7768642 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 29423 | |
| 5 | 25213 | |
| 3 | 19139 | |
| 2 | 17637 | |
| 1 | 12478 | |
| 0 | 14 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 14 | < 0.1% |
| 1 | 12478 | |
| 2 | 17637 | |
| 3 | 19139 | |
| 4 | 29423 | |
| 5 | 25213 |
| Value | Count | Frequency (%) |
| 5 | 25213 | |
| 4 | 29423 | |
| 3 | 19139 | |
| 2 | 17637 | |
| 1 | 12478 | |
| 0 | 14 | < 0.1% |
On-board service
Real number (ℝ)
HIGH CORRELATION
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3823626 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.2883544 |
|---|---|
| Coefficient of variation (CV) | 0.38090368 |
| Kurtosis | -0.89233524 |
| Mean | 3.3823626 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.42003075 |
| Sum | 351441 |
| Variance | 1.659857 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 30867 | |
| 5 | 23648 | |
| 3 | 22833 | |
| 2 | 14681 | |
| 1 | 11872 | 11.4% |
| 0 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 1 | 11872 | 11.4% |
| 2 | 14681 | |
| 3 | 22833 | |
| 4 | 30867 | |
| 5 | 23648 |
| Value | Count | Frequency (%) |
| 5 | 23648 | |
| 4 | 30867 | |
| 3 | 22833 | |
| 2 | 14681 | |
| 1 | 11872 | 11.4% |
| 0 | 3 | < 0.1% |
Leg room service
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3510548 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 472 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3156046 |
|---|---|
| Coefficient of variation (CV) | 0.39259418 |
| Kurtosis | -0.98025691 |
| Mean | 3.3510548 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.35023134 |
| Sum | 348188 |
| Variance | 1.7308155 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 28789 | |
| 5 | 24667 | |
| 3 | 20098 | |
| 2 | 19525 | |
| 1 | 10353 | 10.0% |
| 0 | 472 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 472 | 0.5% |
| 1 | 10353 | 10.0% |
| 2 | 19525 | |
| 3 | 20098 | |
| 4 | 28789 | |
| 5 | 24667 |
| Value | Count | Frequency (%) |
| 5 | 24667 | |
| 4 | 28789 | |
| 3 | 20098 | |
| 2 | 19525 | |
| 1 | 10353 | 10.0% |
| 0 | 472 | 0.5% |
Baggage handling
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 811.9 KiB |
| 4 | |
|---|---|
| 5 | |
| 3 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 103904 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 3 |
| 3rd row | 4 |
| 4th row | 3 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 37383 | |
| 5 | 27131 | |
| 3 | 20632 | |
| 2 | 11521 | 11.1% |
| 1 | 7237 | 7.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 37383 | |
| 5 | 27131 | |
| 3 | 20632 | |
| 2 | 11521 | 11.1% |
| 1 | 7237 | 7.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 37383 | |
| 5 | 27131 | |
| 3 | 20632 | |
| 2 | 11521 | 11.1% |
| 1 | 7237 | 7.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 103904 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 4 | 37383 | |
| 5 | 27131 | |
| 3 | 20632 | |
| 2 | 11521 | 11.1% |
| 1 | 7237 | 7.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 103904 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 4 | 37383 | |
| 5 | 27131 | |
| 3 | 20632 | |
| 2 | 11521 | 11.1% |
| 1 | 7237 | 7.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 103904 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 4 | 37383 | |
| 5 | 27131 | |
| 3 | 20632 | |
| 2 | 11521 | 11.1% |
| 1 | 7237 | 7.0% |
Checkin service
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3042905 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2653958 |
|---|---|
| Coefficient of variation (CV) | 0.38295538 |
| Kurtosis | -0.82887706 |
| Mean | 3.3042905 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.36498196 |
| Sum | 343329 |
| Variance | 1.6012266 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 29055 | |
| 3 | 28446 | |
| 5 | 20619 | |
| 2 | 12893 | |
| 1 | 12890 | |
| 0 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 12890 | |
| 2 | 12893 | |
| 3 | 28446 | |
| 4 | 29055 | |
| 5 | 20619 |
| Value | Count | Frequency (%) |
| 5 | 20619 | |
| 4 | 29055 | |
| 3 | 28446 | |
| 2 | 12893 | |
| 1 | 12890 | |
| 0 | 1 | < 0.1% |
Inflight service
Real number (ℝ)
HIGH CORRELATION
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6404277 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.175663 |
|---|---|
| Coefficient of variation (CV) | 0.3229464 |
| Kurtosis | -0.3575092 |
| Mean | 3.6404277 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.69031396 |
| Sum | 378255 |
| Variance | 1.3821836 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 37945 | |
| 5 | 27116 | |
| 3 | 20299 | |
| 2 | 11457 | 11.0% |
| 1 | 7084 | 6.8% |
| 0 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 1 | 7084 | 6.8% |
| 2 | 11457 | 11.0% |
| 3 | 20299 | |
| 4 | 37945 | |
| 5 | 27116 |
| Value | Count | Frequency (%) |
| 5 | 27116 | |
| 4 | 37945 | |
| 3 | 20299 | |
| 2 | 11457 | 11.0% |
| 1 | 7084 | 6.8% |
| 0 | 3 | < 0.1% |
Cleanliness
Real number (ℝ)
HIGH CORRELATION
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2863509 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 12 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3122728 |
|---|---|
| Coefficient of variation (CV) | 0.39931003 |
| Kurtosis | -1.0125577 |
| Mean | 3.2863509 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.30007449 |
| Sum | 341465 |
| Variance | 1.72206 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 27179 | |
| 3 | 24574 | |
| 5 | 22689 | |
| 2 | 16132 | |
| 1 | 13318 | |
| 0 | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 12 | < 0.1% |
| 1 | 13318 | |
| 2 | 16132 | |
| 3 | 24574 | |
| 4 | 27179 | |
| 5 | 22689 |
| Value | Count | Frequency (%) |
| 5 | 22689 | |
| 4 | 27179 | |
| 3 | 24574 | |
| 2 | 16132 | |
| 1 | 13318 | |
| 0 | 12 | < 0.1% |
Departure Delay in Minutes
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 446 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.815618 |
| Minimum | 0 |
|---|---|
| Maximum | 1592 |
| Zeros | 58668 |
| Zeros (%) | 56.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 12 |
| 95-th percentile | 78 |
| Maximum | 1592 |
| Range | 1592 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 38.230901 |
|---|---|
| Coefficient of variation (CV) | 2.5804458 |
| Kurtosis | 100.26701 |
| Mean | 14.815618 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.7339795 |
| Sum | 1539402 |
| Variance | 1461.6018 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 58668 | |
| 1 | 2948 | 2.8% |
| 2 | 2274 | 2.2% |
| 3 | 2009 | 1.9% |
| 4 | 1854 | 1.8% |
| 5 | 1692 | 1.6% |
| 6 | 1517 | 1.5% |
| 7 | 1392 | 1.3% |
| 8 | 1295 | 1.2% |
| 9 | 1255 | 1.2% |
| Other values (436) | 29000 |
| Value | Count | Frequency (%) |
| 0 | 58668 | |
| 1 | 2948 | 2.8% |
| 2 | 2274 | 2.2% |
| 3 | 2009 | 1.9% |
| 4 | 1854 | 1.8% |
| 5 | 1692 | 1.6% |
| 6 | 1517 | 1.5% |
| 7 | 1392 | 1.3% |
| 8 | 1295 | 1.2% |
| 9 | 1255 | 1.2% |
| Value | Count | Frequency (%) |
| 1592 | 1 | |
| 1305 | 1 | |
| 1017 | 1 | |
| 978 | 1 | |
| 933 | 1 | |
| 930 | 1 | |
| 921 | 1 | |
| 859 | 1 | |
| 853 | 1 | |
| 750 | 1 |
Arrival Delay in Minutes
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 455 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 310 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.178678 |
| Minimum | 0 |
|---|---|
| Maximum | 1584 |
| Zeros | 58159 |
| Zeros (%) | 56.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 13 |
| 95-th percentile | 79 |
| Maximum | 1584 |
| Range | 1584 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 38.698682 |
|---|---|
| Coefficient of variation (CV) | 2.5495423 |
| Kurtosis | 94.537006 |
| Mean | 15.178678 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.5966368 |
| Sum | 1572420 |
| Variance | 1497.588 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 58159 | |
| 1 | 2211 | 2.1% |
| 2 | 2064 | 2.0% |
| 3 | 1952 | 1.9% |
| 4 | 1907 | 1.8% |
| 5 | 1658 | 1.6% |
| 6 | 1616 | 1.6% |
| 7 | 1481 | 1.4% |
| 8 | 1394 | 1.3% |
| 9 | 1264 | 1.2% |
| Other values (445) | 29888 |
| Value | Count | Frequency (%) |
| 0 | 58159 | |
| 1 | 2211 | 2.1% |
| 2 | 2064 | 2.0% |
| 3 | 1952 | 1.9% |
| 4 | 1907 | 1.8% |
| 5 | 1658 | 1.6% |
| 6 | 1616 | 1.6% |
| 7 | 1481 | 1.4% |
| 8 | 1394 | 1.3% |
| 9 | 1264 | 1.2% |
| Value | Count | Frequency (%) |
| 1584 | 1 | |
| 1280 | 1 | |
| 1011 | 1 | |
| 970 | 1 | |
| 952 | 1 | |
| 924 | 1 | |
| 920 | 1 | |
| 860 | 1 | |
| 823 | 1 | |
| 729 | 1 |
satisfaction
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 811.9 KiB |
| neutral or dissatisfied | |
|---|---|
| satisfied |
Length
| Max length | 23 |
|---|---|
| Median length | 23 |
| Mean length | 16.933342 |
| Min length | 9 |
Characters and Unicode
| Total characters | 1759442 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | neutral or dissatisfied |
|---|---|
| 2nd row | neutral or dissatisfied |
| 3rd row | satisfied |
| 4th row | neutral or dissatisfied |
| 5th row | satisfied |
Common Values
| Value | Count | Frequency (%) |
| neutral or dissatisfied | 58879 | |
| satisfied | 45025 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| neutral | 58879 | |
| or | 58879 | |
| dissatisfied | 58879 | |
| satisfied | 45025 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 266687 | |
| s | 266687 | |
| e | 162783 | |
| t | 162783 | |
| a | 162783 | |
| d | 162783 | |
| r | 117758 | |
| 117758 | ||
| f | 103904 | 5.9% |
| n | 58879 | 3.3% |
| Other values (3) | 176637 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1759442 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 266687 | |
| s | 266687 | |
| e | 162783 | |
| t | 162783 | |
| a | 162783 | |
| d | 162783 | |
| r | 117758 | |
| 117758 | ||
| f | 103904 | 5.9% |
| n | 58879 | 3.3% |
| Other values (3) | 176637 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1759442 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 266687 | |
| s | 266687 | |
| e | 162783 | |
| t | 162783 | |
| a | 162783 | |
| d | 162783 | |
| r | 117758 | |
| 117758 | ||
| f | 103904 | 5.9% |
| n | 58879 | 3.3% |
| Other values (3) | 176637 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1759442 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 266687 | |
| s | 266687 | |
| e | 162783 | |
| t | 162783 | |
| a | 162783 | |
| d | 162783 | |
| r | 117758 | |
| 117758 | ||
| f | 103904 | 5.9% |
| n | 58879 | 3.3% |
| Other values (3) | 176637 |
| Age | Arrival Delay in Minutes | Baggage handling | Checkin service | Class | Cleanliness | Customer Type | Departure Delay in Minutes | Departure/Arrival time convenient | Ease of Online booking | Flight Distance | Food and drink | Gate location | Gender | Inflight entertainment | Inflight service | Inflight wifi service | Leg room service | On-board service | Online boarding | Seat comfort | Type of Travel | Unnamed: 0 | id | satisfaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | -0.012 | 0.061 | 0.040 | 0.207 | 0.054 | 0.375 | -0.011 | 0.036 | 0.023 | 0.072 | 0.021 | -0.002 | 0.014 | 0.082 | -0.031 | 0.017 | 0.052 | 0.070 | 0.216 | 0.161 | 0.340 | 0.005 | 0.026 | 0.284 |
| Arrival Delay in Minutes | -0.012 | 1.000 | 0.006 | -0.035 | 0.000 | -0.031 | 0.000 | 0.741 | -0.006 | -0.014 | -0.001 | -0.033 | 0.005 | 0.008 | -0.044 | -0.055 | -0.037 | -0.020 | -0.048 | -0.050 | -0.037 | 0.000 | -0.004 | -0.005 | 0.017 |
| Baggage handling | 0.061 | 0.006 | 1.000 | 0.142 | 0.135 | 0.063 | 0.067 | 0.007 | 0.072 | 0.032 | 0.037 | 0.036 | 0.054 | 0.048 | 0.352 | 0.491 | 0.120 | 0.267 | 0.399 | 0.093 | 0.082 | 0.051 | 0.000 | 0.064 | 0.288 |
| Checkin service | 0.040 | -0.035 | 0.142 | 1.000 | 0.126 | 0.175 | 0.033 | -0.018 | 0.100 | 0.011 | 0.072 | 0.084 | -0.036 | 0.011 | 0.121 | 0.250 | 0.043 | 0.145 | 0.235 | 0.218 | 0.199 | 0.019 | -0.004 | 0.075 | 0.249 |
| Class | 0.207 | 0.000 | 0.135 | 0.126 | 1.000 | 0.115 | 0.123 | 0.000 | 0.100 | 0.116 | 0.344 | 0.077 | 0.111 | 0.012 | 0.152 | 0.131 | 0.102 | 0.163 | 0.160 | 0.249 | 0.175 | 0.554 | 0.000 | 0.129 | 0.505 |
| Cleanliness | 0.054 | -0.031 | 0.063 | 0.175 | 0.115 | 1.000 | 0.105 | -0.016 | 0.014 | 0.015 | 0.081 | 0.647 | -0.004 | 0.018 | 0.681 | 0.101 | 0.131 | 0.097 | 0.125 | 0.346 | 0.667 | 0.093 | -0.002 | 0.023 | 0.314 |
| Customer Type | 0.375 | 0.000 | 0.067 | 0.033 | 0.123 | 0.105 | 1.000 | 0.000 | 0.293 | 0.055 | 0.248 | 0.079 | 0.125 | 0.032 | 0.120 | 0.055 | 0.037 | 0.076 | 0.077 | 0.195 | 0.173 | 0.308 | 0.006 | 0.014 | 0.188 |
| Departure Delay in Minutes | -0.011 | 0.741 | 0.007 | -0.018 | 0.000 | -0.016 | 0.000 | 1.000 | -0.003 | -0.011 | 0.027 | -0.021 | 0.004 | 0.006 | -0.027 | -0.032 | -0.030 | -0.006 | -0.027 | -0.033 | -0.020 | 0.000 | -0.006 | 0.057 | 0.017 |
| Departure/Arrival time convenient | 0.036 | -0.006 | 0.072 | 0.100 | 0.100 | 0.014 | 0.293 | -0.003 | 1.000 | 0.440 | -0.013 | 0.003 | 0.450 | 0.009 | -0.009 | 0.091 | 0.339 | 0.007 | 0.072 | 0.062 | 0.012 | 0.290 | 0.000 | -0.003 | 0.066 |
| Ease of Online booking | 0.023 | -0.014 | 0.032 | 0.011 | 0.116 | 0.015 | 0.055 | -0.011 | 0.440 | 1.000 | 0.066 | 0.030 | 0.462 | 0.006 | 0.043 | 0.035 | 0.712 | 0.095 | 0.037 | 0.368 | 0.027 | 0.189 | 0.002 | 0.012 | 0.316 |
| Flight Distance | 0.072 | -0.001 | 0.037 | 0.072 | 0.344 | 0.081 | 0.248 | 0.027 | -0.013 | 0.066 | 1.000 | 0.047 | 0.001 | 0.010 | 0.105 | 0.060 | 0.006 | 0.118 | 0.100 | 0.194 | 0.137 | 0.281 | 0.003 | 0.133 | 0.312 |
| Food and drink | 0.021 | -0.033 | 0.036 | 0.084 | 0.077 | 0.647 | 0.079 | -0.021 | 0.003 | 0.030 | 0.047 | 1.000 | -0.001 | 0.010 | 0.610 | 0.044 | 0.133 | 0.031 | 0.058 | 0.241 | 0.558 | 0.076 | -0.003 | -0.001 | 0.224 |
| Gate location | -0.002 | 0.005 | 0.054 | -0.036 | 0.111 | -0.004 | 0.125 | 0.004 | 0.450 | 0.462 | 0.001 | -0.001 | 1.000 | 0.007 | 0.003 | -0.007 | 0.333 | -0.006 | -0.028 | -0.001 | 0.002 | 0.155 | 0.004 | -0.001 | 0.155 |
| Gender | 0.014 | 0.008 | 0.048 | 0.011 | 0.012 | 0.018 | 0.032 | 0.006 | 0.009 | 0.006 | 0.010 | 0.010 | 0.007 | 1.000 | 0.006 | 0.046 | 0.008 | 0.054 | 0.022 | 0.044 | 0.035 | 0.006 | 0.000 | 0.007 | 0.012 |
| Inflight entertainment | 0.082 | -0.044 | 0.352 | 0.121 | 0.152 | 0.681 | 0.120 | -0.027 | -0.009 | 0.043 | 0.105 | 0.610 | 0.003 | 0.006 | 1.000 | 0.422 | 0.200 | 0.314 | 0.437 | 0.302 | 0.604 | 0.165 | 0.001 | 0.002 | 0.422 |
| Inflight service | -0.031 | -0.055 | 0.491 | 0.250 | 0.131 | 0.101 | 0.055 | -0.032 | 0.091 | 0.035 | 0.060 | 0.044 | -0.007 | 0.046 | 0.422 | 1.000 | 0.105 | 0.373 | 0.569 | 0.109 | 0.098 | 0.041 | -0.000 | 0.074 | 0.282 |
| Inflight wifi service | 0.017 | -0.037 | 0.120 | 0.043 | 0.102 | 0.131 | 0.037 | -0.030 | 0.339 | 0.712 | 0.006 | 0.133 | 0.333 | 0.008 | 0.200 | 0.105 | 1.000 | 0.150 | 0.117 | 0.436 | 0.119 | 0.183 | -0.003 | -0.023 | 0.525 |
| Leg room service | 0.052 | -0.020 | 0.267 | 0.145 | 0.163 | 0.097 | 0.076 | -0.006 | 0.007 | 0.095 | 0.118 | 0.031 | -0.006 | 0.054 | 0.314 | 0.373 | 0.150 | 1.000 | 0.364 | 0.139 | 0.120 | 0.171 | 0.005 | 0.042 | 0.344 |
| On-board service | 0.070 | -0.048 | 0.399 | 0.235 | 0.160 | 0.125 | 0.077 | -0.027 | 0.072 | 0.037 | 0.100 | 0.058 | -0.028 | 0.022 | 0.437 | 0.569 | 0.117 | 0.364 | 1.000 | 0.176 | 0.147 | 0.087 | 0.001 | 0.052 | 0.333 |
| Online boarding | 0.216 | -0.050 | 0.093 | 0.218 | 0.249 | 0.346 | 0.195 | -0.033 | 0.062 | 0.368 | 0.194 | 0.241 | -0.001 | 0.044 | 0.302 | 0.109 | 0.436 | 0.139 | 0.176 | 1.000 | 0.440 | 0.238 | 0.001 | 0.056 | 0.618 |
| Seat comfort | 0.161 | -0.037 | 0.082 | 0.199 | 0.175 | 0.667 | 0.173 | -0.020 | 0.012 | 0.027 | 0.137 | 0.558 | 0.002 | 0.035 | 0.604 | 0.098 | 0.119 | 0.120 | 0.147 | 0.440 | 1.000 | 0.133 | -0.001 | 0.054 | 0.389 |
| Type of Travel | 0.340 | 0.000 | 0.051 | 0.019 | 0.554 | 0.093 | 0.308 | 0.000 | 0.290 | 0.189 | 0.281 | 0.076 | 0.155 | 0.006 | 0.165 | 0.041 | 0.183 | 0.171 | 0.087 | 0.238 | 0.133 | 1.000 | 0.000 | 0.019 | 0.449 |
| Unnamed: 0 | 0.005 | -0.004 | 0.000 | -0.004 | 0.000 | -0.002 | 0.006 | -0.006 | 0.000 | 0.002 | 0.003 | -0.003 | 0.004 | 0.000 | 0.001 | -0.000 | -0.003 | 0.005 | 0.001 | 0.001 | -0.001 | 0.000 | 1.000 | 0.003 | 0.006 |
| id | 0.026 | -0.005 | 0.064 | 0.075 | 0.129 | 0.023 | 0.014 | 0.057 | -0.003 | 0.012 | 0.133 | -0.001 | -0.001 | 0.007 | 0.002 | 0.074 | -0.023 | 0.042 | 0.052 | 0.056 | 0.054 | 0.019 | 0.003 | 1.000 | 0.025 |
| satisfaction | 0.284 | 0.017 | 0.288 | 0.249 | 0.505 | 0.314 | 0.188 | 0.017 | 0.066 | 0.316 | 0.312 | 0.224 | 0.155 | 0.012 | 0.422 | 0.282 | 0.525 | 0.344 | 0.333 | 0.618 | 0.389 | 0.449 | 0.006 | 0.025 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Unnamed: 0 | id | Gender | Customer Type | Age | Type of Travel | Class | Flight Distance | Inflight wifi service | Departure/Arrival time convenient | Ease of Online booking | Gate location | Food and drink | Online boarding | Seat comfort | Inflight entertainment | On-board service | Leg room service | Baggage handling | Checkin service | Inflight service | Cleanliness | Departure Delay in Minutes | Arrival Delay in Minutes | satisfaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 70172 | Male | Loyal Customer | 13 | Personal Travel | Eco Plus | 460 | 3 | 4 | 3 | 1 | 5 | 3 | 5 | 5 | 4 | 3 | 4 | 4 | 5 | 5 | 25 | 18.0 | neutral or dissatisfied |
| 1 | 1 | 5047 | Male | disloyal Customer | 25 | Business travel | Business | 235 | 3 | 2 | 3 | 3 | 1 | 3 | 1 | 1 | 1 | 5 | 3 | 1 | 4 | 1 | 1 | 6.0 | neutral or dissatisfied |
| 2 | 2 | 110028 | Female | Loyal Customer | 26 | Business travel | Business | 1142 | 2 | 2 | 2 | 2 | 5 | 5 | 5 | 5 | 4 | 3 | 4 | 4 | 4 | 5 | 0 | 0.0 | satisfied |
| 3 | 3 | 24026 | Female | Loyal Customer | 25 | Business travel | Business | 562 | 2 | 5 | 5 | 5 | 2 | 2 | 2 | 2 | 2 | 5 | 3 | 1 | 4 | 2 | 11 | 9.0 | neutral or dissatisfied |
| 4 | 4 | 119299 | Male | Loyal Customer | 61 | Business travel | Business | 214 | 3 | 3 | 3 | 3 | 4 | 5 | 5 | 3 | 3 | 4 | 4 | 3 | 3 | 3 | 0 | 0.0 | satisfied |
| 5 | 5 | 111157 | Female | Loyal Customer | 26 | Personal Travel | Eco | 1180 | 3 | 4 | 2 | 1 | 1 | 2 | 1 | 1 | 3 | 4 | 4 | 4 | 4 | 1 | 0 | 0.0 | neutral or dissatisfied |
| 6 | 6 | 82113 | Male | Loyal Customer | 47 | Personal Travel | Eco | 1276 | 2 | 4 | 2 | 3 | 2 | 2 | 2 | 2 | 3 | 3 | 4 | 3 | 5 | 2 | 9 | 23.0 | neutral or dissatisfied |
| 7 | 7 | 96462 | Female | Loyal Customer | 52 | Business travel | Business | 2035 | 4 | 3 | 4 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 5 | 4 | 4 | 0.0 | satisfied |
| 8 | 8 | 79485 | Female | Loyal Customer | 41 | Business travel | Business | 853 | 1 | 2 | 2 | 2 | 4 | 3 | 3 | 1 | 1 | 2 | 1 | 4 | 1 | 2 | 0 | 0.0 | neutral or dissatisfied |
| 9 | 9 | 65725 | Male | disloyal Customer | 20 | Business travel | Eco | 1061 | 3 | 3 | 3 | 4 | 2 | 3 | 3 | 2 | 2 | 3 | 4 | 4 | 3 | 2 | 0 | 0.0 | neutral or dissatisfied |
| Unnamed: 0 | id | Gender | Customer Type | Age | Type of Travel | Class | Flight Distance | Inflight wifi service | Departure/Arrival time convenient | Ease of Online booking | Gate location | Food and drink | Online boarding | Seat comfort | Inflight entertainment | On-board service | Leg room service | Baggage handling | Checkin service | Inflight service | Cleanliness | Departure Delay in Minutes | Arrival Delay in Minutes | satisfaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 103894 | 103894 | 86549 | Male | Loyal Customer | 26 | Business travel | Business | 712 | 4 | 4 | 4 | 4 | 5 | 5 | 5 | 5 | 3 | 4 | 4 | 3 | 4 | 5 | 17 | 26.0 | satisfied |
| 103895 | 103895 | 66030 | Female | disloyal Customer | 24 | Business travel | Eco | 1055 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 3 | 3 | 5 | 5 | 4 | 1 | 13 | 10.0 | neutral or dissatisfied |
| 103896 | 103896 | 71445 | Male | Loyal Customer | 57 | Business travel | Eco | 867 | 4 | 5 | 5 | 5 | 4 | 4 | 4 | 4 | 3 | 4 | 3 | 1 | 3 | 4 | 0 | 0.0 | neutral or dissatisfied |
| 103897 | 103897 | 102203 | Female | Loyal Customer | 60 | Business travel | Business | 1599 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 9 | 7.0 | satisfied |
| 103898 | 103898 | 60666 | Male | Loyal Customer | 50 | Personal Travel | Eco | 1620 | 3 | 1 | 3 | 4 | 2 | 3 | 2 | 2 | 4 | 3 | 4 | 2 | 4 | 2 | 0 | 0.0 | neutral or dissatisfied |
| 103899 | 103899 | 94171 | Female | disloyal Customer | 23 | Business travel | Eco | 192 | 2 | 1 | 2 | 3 | 2 | 2 | 2 | 2 | 3 | 1 | 4 | 2 | 3 | 2 | 3 | 0.0 | neutral or dissatisfied |
| 103900 | 103900 | 73097 | Male | Loyal Customer | 49 | Business travel | Business | 2347 | 4 | 4 | 4 | 4 | 2 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 0 | 0.0 | satisfied |
| 103901 | 103901 | 68825 | Male | disloyal Customer | 30 | Business travel | Business | 1995 | 1 | 1 | 1 | 3 | 4 | 1 | 5 | 4 | 3 | 2 | 4 | 5 | 5 | 4 | 7 | 14.0 | neutral or dissatisfied |
| 103902 | 103902 | 54173 | Female | disloyal Customer | 22 | Business travel | Eco | 1000 | 1 | 1 | 1 | 5 | 1 | 1 | 1 | 1 | 4 | 5 | 1 | 5 | 4 | 1 | 0 | 0.0 | neutral or dissatisfied |
| 103903 | 103903 | 62567 | Male | Loyal Customer | 27 | Business travel | Business | 1723 | 1 | 3 | 3 | 3 | 1 | 1 | 1 | 1 | 1 | 1 | 4 | 4 | 3 | 1 | 0 | 0.0 | neutral or dissatisfied |